{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2020:DYXBMHXT4B7Z7YDDRFBP2VHNDU","short_pith_number":"pith:DYXBMHXT","canonical_record":{"source":{"id":"2009.14050","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-09-29T14:37:12Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"5c8b2fe4514b60337fcfa956b40b0352cd20a0ad4349fac63ef0886eda756d38","abstract_canon_sha256":"e8ffeda8ef6568b030f2e60a6a1201d160781d159e28f44e301d38962963b39c"},"schema_version":"1.0"},"canonical_sha256":"1e2e161ef3e07f9fe0638942fd54ed1d00052e80367ea5fb89f0f55734b4549f","source":{"kind":"arxiv","id":"2009.14050","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2009.14050","created_at":"2026-07-05T01:38:47Z"},{"alias_kind":"arxiv_version","alias_value":"2009.14050v1","created_at":"2026-07-05T01:38:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2009.14050","created_at":"2026-07-05T01:38:47Z"},{"alias_kind":"pith_short_12","alias_value":"DYXBMHXT4B7Z","created_at":"2026-07-05T01:38:47Z"},{"alias_kind":"pith_short_16","alias_value":"DYXBMHXT4B7Z7YDD","created_at":"2026-07-05T01:38:47Z"},{"alias_kind":"pith_short_8","alias_value":"DYXBMHXT","created_at":"2026-07-05T01:38:47Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2020:DYXBMHXT4B7Z7YDDRFBP2VHNDU","target":"record","payload":{"canonical_record":{"source":{"id":"2009.14050","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-09-29T14:37:12Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"5c8b2fe4514b60337fcfa956b40b0352cd20a0ad4349fac63ef0886eda756d38","abstract_canon_sha256":"e8ffeda8ef6568b030f2e60a6a1201d160781d159e28f44e301d38962963b39c"},"schema_version":"1.0"},"canonical_sha256":"1e2e161ef3e07f9fe0638942fd54ed1d00052e80367ea5fb89f0f55734b4549f","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T01:38:47.916779Z","signature_b64":"FmmBSchEfYFwjF8hAhLjf7VKoDp12TwIOWwNwkbopzLXkT5trb65G95UhD2FzywtWkq+NLQWPFF5L79+al7ODQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1e2e161ef3e07f9fe0638942fd54ed1d00052e80367ea5fb89f0f55734b4549f","last_reissued_at":"2026-07-05T01:38:47.916360Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T01:38:47.916360Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2009.14050","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T01:38:47Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mnGV64Mx4rTLFt0kaj8VGTrYzsAei8uTYCfejv/zrty8SERQcTqejyVHMpdzcw5jWruG8eyAcpvbWKY0qnIJCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T17:20:17.210072Z"},"content_sha256":"cf21ea65cb5c40569dd6230c1e1389ec607ef7fba173e4732ca2d6fa7ab1e55b","schema_version":"1.0","event_id":"sha256:cf21ea65cb5c40569dd6230c1e1389ec607ef7fba173e4732ca2d6fa7ab1e55b"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2020:DYXBMHXT4B7Z7YDDRFBP2VHNDU","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Understanding Human Intelligence through Human Limitations","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.AI","authors_text":"Thomas L. Griffiths","submitted_at":"2020-09-29T14:37:12Z","abstract_excerpt":"Recent progress in artificial intelligence provides the opportunity to ask the question of what is unique about human intelligence, but with a new comparison class. I argue that we can understand human intelligence, and the ways in which it may differ from artificial intelligence, by considering the characteristics of the kind of computational problems that human minds have to solve. I claim that these problems acquire their structure from three fundamental limitations that apply to human beings: limited time, limited computation, and limited communication. From these limitations we can derive"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2009.14050","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2009.14050/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T01:38:47Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"TCxDv1PjRw2Otw7etfzewXNDXDTL03UYZy11K0Jzgs67FwBD9XWlgVydU4CKd+wesqR5EYCUnLKgbqBQY3i8Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T17:20:17.211009Z"},"content_sha256":"8be3f661a1a8b8c7d0b0277a3bcb5d331649170bc1b8aa621579370c09113f04","schema_version":"1.0","event_id":"sha256:8be3f661a1a8b8c7d0b0277a3bcb5d331649170bc1b8aa621579370c09113f04"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DYXBMHXT4B7Z7YDDRFBP2VHNDU/bundle.json","state_url":"https://pith.science/pith/DYXBMHXT4B7Z7YDDRFBP2VHNDU/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DYXBMHXT4B7Z7YDDRFBP2VHNDU/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-09T17:20:17Z","links":{"resolver":"https://pith.science/pith/DYXBMHXT4B7Z7YDDRFBP2VHNDU","bundle":"https://pith.science/pith/DYXBMHXT4B7Z7YDDRFBP2VHNDU/bundle.json","state":"https://pith.science/pith/DYXBMHXT4B7Z7YDDRFBP2VHNDU/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DYXBMHXT4B7Z7YDDRFBP2VHNDU/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:DYXBMHXT4B7Z7YDDRFBP2VHNDU","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"e8ffeda8ef6568b030f2e60a6a1201d160781d159e28f44e301d38962963b39c","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-09-29T14:37:12Z","title_canon_sha256":"5c8b2fe4514b60337fcfa956b40b0352cd20a0ad4349fac63ef0886eda756d38"},"schema_version":"1.0","source":{"id":"2009.14050","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2009.14050","created_at":"2026-07-05T01:38:47Z"},{"alias_kind":"arxiv_version","alias_value":"2009.14050v1","created_at":"2026-07-05T01:38:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2009.14050","created_at":"2026-07-05T01:38:47Z"},{"alias_kind":"pith_short_12","alias_value":"DYXBMHXT4B7Z","created_at":"2026-07-05T01:38:47Z"},{"alias_kind":"pith_short_16","alias_value":"DYXBMHXT4B7Z7YDD","created_at":"2026-07-05T01:38:47Z"},{"alias_kind":"pith_short_8","alias_value":"DYXBMHXT","created_at":"2026-07-05T01:38:47Z"}],"graph_snapshots":[{"event_id":"sha256:8be3f661a1a8b8c7d0b0277a3bcb5d331649170bc1b8aa621579370c09113f04","target":"graph","created_at":"2026-07-05T01:38:47Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2009.14050/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent progress in artificial intelligence provides the opportunity to ask the question of what is unique about human intelligence, but with a new comparison class. I argue that we can understand human intelligence, and the ways in which it may differ from artificial intelligence, by considering the characteristics of the kind of computational problems that human minds have to solve. I claim that these problems acquire their structure from three fundamental limitations that apply to human beings: limited time, limited computation, and limited communication. From these limitations we can derive","authors_text":"Thomas L. Griffiths","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-09-29T14:37:12Z","title":"Understanding Human Intelligence through Human Limitations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2009.14050","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:cf21ea65cb5c40569dd6230c1e1389ec607ef7fba173e4732ca2d6fa7ab1e55b","target":"record","created_at":"2026-07-05T01:38:47Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"e8ffeda8ef6568b030f2e60a6a1201d160781d159e28f44e301d38962963b39c","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-09-29T14:37:12Z","title_canon_sha256":"5c8b2fe4514b60337fcfa956b40b0352cd20a0ad4349fac63ef0886eda756d38"},"schema_version":"1.0","source":{"id":"2009.14050","kind":"arxiv","version":1}},"canonical_sha256":"1e2e161ef3e07f9fe0638942fd54ed1d00052e80367ea5fb89f0f55734b4549f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1e2e161ef3e07f9fe0638942fd54ed1d00052e80367ea5fb89f0f55734b4549f","first_computed_at":"2026-07-05T01:38:47.916360Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:38:47.916360Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"FmmBSchEfYFwjF8hAhLjf7VKoDp12TwIOWwNwkbopzLXkT5trb65G95UhD2FzywtWkq+NLQWPFF5L79+al7ODQ==","signature_status":"signed_v1","signed_at":"2026-07-05T01:38:47.916779Z","signed_message":"canonical_sha256_bytes"},"source_id":"2009.14050","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cf21ea65cb5c40569dd6230c1e1389ec607ef7fba173e4732ca2d6fa7ab1e55b","sha256:8be3f661a1a8b8c7d0b0277a3bcb5d331649170bc1b8aa621579370c09113f04"],"state_sha256":"d73666befc24191da168ec7bba1694ff3541942c7ff585a53d0a47efe2cc87d7"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"m9S8KXnBdTmzbKhu0cHfadVG1DNq9DoBZAe9yi3834ovyGbb0/QnOOtGTS9hYMn9NJymhmwph0r0Fuhp0VMkCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T17:20:17.217426Z","bundle_sha256":"32bff57c6b3ae6910218e6abba4c559befd8acb91ad3b28d197071979ea120d5"}}